Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 62642 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.2 MiB |
| Average record size in memory | 103.2 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 8 |
| Numeric | 8 |
company has a high cardinality: 1871 distinct values | High cardinality |
level has a high cardinality: 3074 distinct values | High cardinality |
location has a high cardinality: 1050 distinct values | High cardinality |
tag has a high cardinality: 3276 distinct values | High cardinality |
otherdetails has a high cardinality: 40133 distinct values | High cardinality |
dmaid has a high cardinality: 150 distinct values | High cardinality |
totalyearlycompensation is highly correlated with basesalary and 1 other fields | High correlation |
basesalary is highly correlated with totalyearlycompensation | High correlation |
stockgrantvalue is highly correlated with totalyearlycompensation | High correlation |
totalyearlycompensation is highly correlated with basesalary and 2 other fields | High correlation |
basesalary is highly correlated with totalyearlycompensation | High correlation |
stockgrantvalue is highly correlated with totalyearlycompensation | High correlation |
bonus is highly correlated with totalyearlycompensation | High correlation |
totalyearlycompensation is highly correlated with basesalary and 1 other fields | High correlation |
basesalary is highly correlated with totalyearlycompensation | High correlation |
stockgrantvalue is highly correlated with totalyearlycompensation | High correlation |
totalyearlycompensation is highly correlated with basesalary and 1 other fields | High correlation |
yearsofexperience is highly correlated with yearsatcompany | High correlation |
yearsatcompany is highly correlated with yearsofexperience | High correlation |
basesalary is highly correlated with totalyearlycompensation | High correlation |
stockgrantvalue is highly correlated with totalyearlycompensation | High correlation |
totalyearlycompensation is highly skewed (γ1 = 32.04993004) | Skewed |
basesalary is highly skewed (γ1 = 30.92064431) | Skewed |
stockgrantvalue is highly skewed (γ1 = 64.07966542) | Skewed |
bonus is highly skewed (γ1 = 36.90025253) | Skewed |
rowNumber has unique values | Unique |
totalyearlycompensation has 2297 (3.7%) zeros | Zeros |
yearsofexperience has 4614 (7.4%) zeros | Zeros |
yearsatcompany has 16203 (25.9%) zeros | Zeros |
basesalary has 2304 (3.7%) zeros | Zeros |
stockgrantvalue has 17181 (27.4%) zeros | Zeros |
bonus has 15427 (24.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-05-06 00:37:03.674282 |
|---|---|
| Analysis finished | 2022-05-06 00:38:44.162492 |
| Duration | 1 minute and 40.49 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
timestamp
Date
| Distinct | 62561 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 489.5 KiB |
| Minimum | 2017-06-07 11:33:27 |
|---|---|
| Maximum | 2021-08-17 08:28:57 |
| Distinct | 1871 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 201.6 KiB |
| Amazon | |
|---|---|
| Microsoft | |
| 2962 | |
| Apple | 2015 |
| Other values (1866) |
Length
| Max length | 39 |
|---|---|
| Median length | 31 |
| Mean length | 7.653650905 |
| Min length | 2 |
Characters and Unicode
| Total characters | 479440 |
|---|---|
| Distinct characters | 71 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 518 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | Oracle |
|---|---|
| 2nd row | eBay |
| 3rd row | Amazon |
| 4th row | Microsoft |
| 5th row | Amazon |
Common Values
| Value | Count | Frequency (%) |
| Amazon | 8054 | 12.9% |
| Microsoft | 5162 | 8.2% |
| 4313 | 6.9% | |
| 2962 | 4.7% | |
| Apple | 2015 | 3.2% |
| Oracle | 1122 | 1.8% |
| Salesforce | 1042 | 1.7% |
| Intel | 941 | 1.5% |
| Cisco | 901 | 1.4% |
| IBM | 900 | 1.4% |
| Other values (1861) | 35230 |
Length
| Value | Count | Frequency (%) |
| amazon | 8225 | 11.4% |
| microsoft | 5252 | 7.3% |
| 4368 | 6.1% | |
| 3004 | 4.2% | |
| apple | 2057 | 2.9% |
| oracle | 1143 | 1.6% |
| salesforce | 1065 | 1.5% |
| intel | 992 | 1.4% |
| cisco | 959 | 1.3% |
| ibm | 927 | 1.3% |
| Other values (1187) | 44157 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 54590 | 11.4% |
| e | 38755 | 8.1% |
| a | 37999 | 7.9% |
| n | 25341 | 5.3% |
| r | 24063 | 5.0% |
| i | 23604 | 4.9% |
| l | 22595 | 4.7% |
| t | 22546 | 4.7% |
| c | 19438 | 4.1% |
| s | 18439 | 3.8% |
| Other values (61) | 192070 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 383906 | |
| Uppercase Letter | 84399 | 17.6% |
| Space Separator | 10111 | 2.1% |
| Other Punctuation | 524 | 0.1% |
| Decimal Number | 300 | 0.1% |
| Dash Punctuation | 184 | < 0.1% |
| Open Punctuation | 8 | < 0.1% |
| Close Punctuation | 8 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 54590 | |
| e | 38755 | |
| a | 37999 | 9.9% |
| n | 25341 | 6.6% |
| r | 24063 | 6.3% |
| i | 23604 | 6.1% |
| l | 22595 | 5.9% |
| t | 22546 | 5.9% |
| c | 19438 | 5.1% |
| s | 18439 | 4.8% |
| Other values (16) | 96536 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 14920 | |
| M | 10004 | |
| S | 6729 | 8.0% |
| G | 6420 | 7.6% |
| C | 5359 | 6.3% |
| I | 4392 | 5.2% |
| F | 3890 | 4.6% |
| B | 3807 | 4.5% |
| P | 3435 | 4.1% |
| T | 3022 | 3.6% |
| Other values (16) | 22421 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 88 | |
| 1 | 52 | |
| 5 | 45 | |
| 2 | 41 | |
| 7 | 22 | 7.3% |
| 6 | 20 | 6.7% |
| 0 | 18 | 6.0% |
| 8 | 14 | 4.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 295 | |
| & | 141 | |
| ' | 73 | 13.9% |
| , | 5 | 1.0% |
| * | 5 | 1.0% |
| / | 5 | 1.0% |
Space Separator
| Value | Count | Frequency (%) |
| 10110 | ||
| 1 | < 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 184 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 8 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 468305 | |
| Common | 11135 | 2.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 54590 | 11.7% |
| e | 38755 | 8.3% |
| a | 37999 | 8.1% |
| n | 25341 | 5.4% |
| r | 24063 | 5.1% |
| i | 23604 | 5.0% |
| l | 22595 | 4.8% |
| t | 22546 | 4.8% |
| c | 19438 | 4.2% |
| s | 18439 | 3.9% |
| Other values (42) | 180935 |
Common
| Value | Count | Frequency (%) |
| 10110 | ||
| . | 295 | 2.6% |
| - | 184 | 1.7% |
| & | 141 | 1.3% |
| 3 | 88 | 0.8% |
| ' | 73 | 0.7% |
| 1 | 52 | 0.5% |
| 5 | 45 | 0.4% |
| 2 | 41 | 0.4% |
| 7 | 22 | 0.2% |
| Other values (9) | 84 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 479439 | |
| None | 1 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 54590 | 11.4% |
| e | 38755 | 8.1% |
| a | 37999 | 7.9% |
| n | 25341 | 5.3% |
| r | 24063 | 5.0% |
| i | 23604 | 4.9% |
| l | 22595 | 4.7% |
| t | 22546 | 4.7% |
| c | 19438 | 4.1% |
| s | 18439 | 3.8% |
| Other values (60) | 192069 |
None
| Value | Count | Frequency (%) |
| 1 |
| Distinct | 3074 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| L4 | |
|---|---|
| L5 | |
| L3 | 3331 |
| L6 | 2866 |
| Senior Software Engineer | 1433 |
| Other values (3069) |
Length
| Max length | 59 |
|---|---|
| Median length | 54 |
| Mean length | 5.904808276 |
| Min length | 1 |
Characters and Unicode
| Total characters | 369889 |
|---|---|
| Distinct characters | 101 |
| Distinct categories | 13 ? |
| Distinct scripts | 4 ? |
| Distinct blocks | 4 ? |
Unique
| Unique | 1798 ? |
|---|---|
| Unique (%) | 2.9% |
Sample
| 1st row | L3 |
|---|---|
| 2nd row | SE 2 |
| 3rd row | L7 |
| 4th row | 64 |
| 5th row | L5 |
Common Values
| Value | Count | Frequency (%) |
| L4 | 5008 | 8.0% |
| L5 | 4861 | 7.8% |
| L3 | 3331 | 5.3% |
| L6 | 2866 | 4.6% |
| Senior Software Engineer | 1433 | 2.3% |
| L2 | 1162 | 1.9% |
| Senior | 1048 | 1.7% |
| L7 | 916 | 1.5% |
| L1 | 764 | 1.2% |
| 62 | 764 | 1.2% |
| Other values (3064) | 40489 |
Length
| Value | Count | Frequency (%) |
| engineer | 6267 | 7.3% |
| senior | 5702 | 6.6% |
| l4 | 5108 | 5.9% |
| l5 | 5035 | 5.8% |
| software | 4952 | 5.7% |
| l3 | 3419 | 4.0% |
| l6 | 3286 | 3.8% |
| sde | 1630 | 1.9% |
| staff | 1601 | 1.9% |
| associate | 1516 | 1.8% |
| Other values (1356) | 47657 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 35149 | 9.5% |
| n | 25546 | 6.9% |
| r | 25426 | 6.9% |
| 23967 | 6.5% | |
| L | 21638 | 5.8% |
| i | 18781 | 5.1% |
| S | 17487 | 4.7% |
| a | 17118 | 4.6% |
| o | 15205 | 4.1% |
| t | 12983 | 3.5% |
| Other values (91) | 156589 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 198285 | |
| Uppercase Letter | 92240 | |
| Decimal Number | 53357 | 14.4% |
| Space Separator | 23967 | 6.5% |
| Dash Punctuation | 1117 | 0.3% |
| Other Punctuation | 410 | 0.1% |
| Close Punctuation | 248 | 0.1% |
| Open Punctuation | 248 | 0.1% |
| Math Symbol | 8 | < 0.1% |
| Modifier Symbol | 4 | < 0.1% |
| Other values (3) | 5 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 35149 | |
| n | 25546 | |
| r | 25426 | |
| i | 18781 | |
| a | 17118 | |
| o | 15205 | |
| t | 12983 | 6.5% |
| g | 8860 | 4.5% |
| f | 8472 | 4.3% |
| s | 5691 | 2.9% |
| Other values (31) | 25054 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 21638 | |
| S | 17487 | |
| E | 12233 | |
| I | 9539 | |
| C | 5903 | 6.4% |
| T | 4971 | 5.4% |
| M | 4819 | 5.2% |
| P | 3523 | 3.8% |
| D | 3490 | 3.8% |
| A | 2801 | 3.0% |
| Other values (19) | 5836 | 6.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 9750 | |
| 4 | 9612 | |
| 5 | 9207 | |
| 3 | 8257 | |
| 2 | 5770 | |
| 1 | 4804 | |
| 7 | 2135 | 4.0% |
| 0 | 1636 | 3.1% |
| 9 | 1165 | 2.2% |
| 8 | 1021 | 1.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 204 | |
| . | 149 | |
| , | 28 | 6.8% |
| & | 16 | 3.9% |
| ? | 6 | 1.5% |
| # | 3 | 0.7% |
| : | 2 | 0.5% |
| ; | 1 | 0.2% |
| \ | 1 | 0.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1116 | |
| – | 1 | 0.1% |
Math Symbol
| Value | Count | Frequency (%) |
| | | 7 | |
| + | 1 | 12.5% |
Other Letter
| Value | Count | Frequency (%) |
| 專 | 1 | |
| 員 | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 23967 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 248 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 248 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ` | 4 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 2 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 290501 | |
| Common | 79362 | 21.5% |
| Cyrillic | 24 | < 0.1% |
| Han | 2 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 35149 | 12.1% |
| n | 25546 | 8.8% |
| r | 25426 | 8.8% |
| L | 21638 | 7.4% |
| i | 18781 | 6.5% |
| S | 17487 | 6.0% |
| a | 17118 | 5.9% |
| o | 15205 | 5.2% |
| t | 12983 | 4.5% |
| E | 12233 | 4.2% |
| Other values (42) | 88935 |
Common
| Value | Count | Frequency (%) |
| 23967 | ||
| 6 | 9750 | |
| 4 | 9612 | |
| 5 | 9207 | 11.6% |
| 3 | 8257 | 10.4% |
| 2 | 5770 | 7.3% |
| 1 | 4804 | 6.1% |
| 7 | 2135 | 2.7% |
| 0 | 1636 | 2.1% |
| 9 | 1165 | 1.5% |
| Other values (19) | 3059 | 3.9% |
Cyrillic
| Value | Count | Frequency (%) |
| а | 2 | 8.3% |
| л | 2 | 8.3% |
| о | 2 | 8.3% |
| в | 2 | 8.3% |
| е | 2 | 8.3% |
| и | 2 | 8.3% |
| я | 1 | 4.2% |
| р | 1 | 4.2% |
| н | 1 | 4.2% |
| п | 1 | 4.2% |
| Other values (8) | 8 |
Han
| Value | Count | Frequency (%) |
| 專 | 1 | |
| 員 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 369862 | |
| Cyrillic | 24 | < 0.1% |
| CJK | 2 | < 0.1% |
| Punctuation | 1 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 35149 | 9.5% |
| n | 25546 | 6.9% |
| r | 25426 | 6.9% |
| 23967 | 6.5% | |
| L | 21638 | 5.9% |
| i | 18781 | 5.1% |
| S | 17487 | 4.7% |
| a | 17118 | 4.6% |
| o | 15205 | 4.1% |
| t | 12983 | 3.5% |
| Other values (70) | 156562 |
Cyrillic
| Value | Count | Frequency (%) |
| а | 2 | 8.3% |
| л | 2 | 8.3% |
| о | 2 | 8.3% |
| в | 2 | 8.3% |
| е | 2 | 8.3% |
| и | 2 | 8.3% |
| я | 1 | 4.2% |
| р | 1 | 4.2% |
| н | 1 | 4.2% |
| п | 1 | 4.2% |
| Other values (8) | 8 |
CJK
| Value | Count | Frequency (%) |
| 專 | 1 | |
| 員 | 1 |
Punctuation
| Value | Count | Frequency (%) |
| – | 1 |
title
Categorical
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 489.5 KiB |
| Software Engineer | |
|---|---|
| Product Manager | |
| Software Engineering Manager | 3569 |
| Data Scientist | 2578 |
| Hardware Engineer | 2200 |
| Other values (10) |
Length
| Max length | 28 |
|---|---|
| Median length | 17 |
| Mean length | 17.34033077 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1086233 |
|---|---|
| Distinct characters | 31 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Product Manager |
|---|---|
| 2nd row | Software Engineer |
| 3rd row | Product Manager |
| 4th row | Software Engineering Manager |
| 5th row | Software Engineer |
Common Values
| Value | Count | Frequency (%) |
| Software Engineer | 41231 | |
| Product Manager | 4673 | 7.5% |
| Software Engineering Manager | 3569 | 5.7% |
| Data Scientist | 2578 | 4.1% |
| Hardware Engineer | 2200 | 3.5% |
| Product Designer | 1516 | 2.4% |
| Technical Program Manager | 1381 | 2.2% |
| Solution Architect | 1157 | 1.8% |
| Management Consultant | 976 | 1.6% |
| Business Analyst | 885 | 1.4% |
| Other values (5) | 2476 | 4.0% |
Length
| Value | Count | Frequency (%) |
| software | 44800 | |
| engineer | 43921 | |
| manager | 9623 | 7.5% |
| product | 6189 | 4.8% |
| engineering | 3569 | 2.8% |
| data | 2578 | 2.0% |
| scientist | 2578 | 2.0% |
| hardware | 2200 | 1.7% |
| designer | 1516 | 1.2% |
| technical | 1381 | 1.1% |
| Other values (13) | 10257 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 165879 | |
| n | 122042 | |
| r | 119913 | |
| a | 82692 | 7.6% |
| t | 67168 | 6.2% |
| 65970 | 6.1% | |
| g | 65265 | 6.0% |
| i | 63962 | 5.9% |
| o | 56024 | 5.2% |
| S | 48996 | 4.5% |
| Other values (21) | 228322 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 891651 | |
| Uppercase Letter | 128612 | 11.8% |
| Space Separator | 65970 | 6.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 165879 | |
| n | 122042 | |
| r | 119913 | |
| a | 82692 | |
| t | 67168 | |
| g | 65265 | 7.3% |
| i | 63962 | 7.2% |
| o | 56024 | 6.3% |
| w | 47000 | 5.3% |
| f | 44800 | 5.0% |
| Other values (9) | 56906 | 6.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 48996 | |
| E | 47490 | |
| M | 11799 | 9.2% |
| P | 7570 | 5.9% |
| D | 4094 | 3.2% |
| H | 2564 | 2.0% |
| A | 2042 | 1.6% |
| T | 1381 | 1.1% |
| C | 976 | 0.8% |
| B | 885 | 0.7% |
Space Separator
| Value | Count | Frequency (%) |
| 65970 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1020263 | |
| Common | 65970 | 6.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 165879 | |
| n | 122042 | |
| r | 119913 | |
| a | 82692 | |
| t | 67168 | 6.6% |
| g | 65265 | 6.4% |
| i | 63962 | 6.3% |
| o | 56024 | 5.5% |
| S | 48996 | 4.8% |
| E | 47490 | 4.7% |
| Other values (20) | 180832 |
Common
| Value | Count | Frequency (%) |
| 65970 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1086233 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 165879 | |
| n | 122042 | |
| r | 119913 | |
| a | 82692 | 7.6% |
| t | 67168 | 6.2% |
| 65970 | 6.1% | |
| g | 65265 | 6.0% |
| i | 63962 | 5.9% |
| o | 56024 | 5.2% |
| S | 48996 | 4.5% |
| Other values (21) | 228322 |
totalyearlycompensation
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 1836 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3175.327065 |
| Minimum | 0 |
|---|---|
| Maximum | 3386013 |
| Zeros | 2297 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 489.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 116 |
| median | 183 |
| Q3 | 269 |
| 95-th percentile | 507 |
| Maximum | 3386013 |
| Range | 3386013 |
| Interquartile range (IQR) | 153 |
Descriptive statistics
| Standard deviation | 38778.77419 |
|---|---|
| Coefficient of variation (CV) | 12.2125291 |
| Kurtosis | 1799.206627 |
| Mean | 3175.327065 |
| Median Absolute Deviation (MAD) | 74 |
| Skewness | 32.04993004 |
| Sum | 198908838 |
| Variance | 1503793327 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2297 | 3.7% |
| 157 | 280 | 0.4% |
| 129 | 268 | 0.4% |
| 137 | 265 | 0.4% |
| 148 | 263 | 0.4% |
| 141 | 260 | 0.4% |
| 143 | 259 | 0.4% |
| 187 | 259 | 0.4% |
| 151 | 257 | 0.4% |
| 192 | 257 | 0.4% |
| Other values (1826) | 57977 |
| Value | Count | Frequency (%) |
| 0 | 2297 | |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 23 | < 0.1% |
| 9 | 22 | < 0.1% |
| 10 | 32 | 0.1% |
| 11 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 3386013 | 1 | |
| 2593369 | 1 | |
| 2111744 | 1 | |
| 2057772 | 1 | |
| 1949865 | 1 | |
| 1242825 | 1 | |
| 1205904 | 1 | |
| 1162164 | 1 | |
| 1160132 | 1 | |
| 1115270 | 1 |
| Distinct | 1050 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 163.0 KiB |
| Seattle, WA | |
|---|---|
| San Francisco, CA | |
| New York, NY | |
| Redmond, WA | 2649 |
| Mountain View, CA | 2275 |
| Other values (1045) |
Length
| Max length | 41 |
|---|---|
| Median length | 38 |
| Mean length | 14.1890425 |
| Min length | 7 |
Characters and Unicode
| Total characters | 888830 |
|---|---|
| Distinct characters | 59 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 402 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | Redwood City, CA |
|---|---|
| 2nd row | San Francisco, CA |
| 3rd row | Seattle, WA |
| 4th row | Redmond, WA |
| 5th row | Vancouver, BC, Canada |
Common Values
| Value | Count | Frequency (%) |
| Seattle, WA | 8701 | 13.9% |
| San Francisco, CA | 6797 | 10.9% |
| New York, NY | 4562 | 7.3% |
| Redmond, WA | 2649 | 4.2% |
| Mountain View, CA | 2275 | 3.6% |
| Sunnyvale, CA | 2248 | 3.6% |
| San Jose, CA | 2047 | 3.3% |
| Austin, TX | 1527 | 2.4% |
| Menlo Park, CA | 1440 | 2.3% |
| Cupertino, CA | 1431 | 2.3% |
| Other values (1040) | 28965 |
Length
| Value | Count | Frequency (%) |
| ca | 22824 | 14.2% |
| wa | 12356 | 7.7% |
| san | 10169 | 6.3% |
| seattle | 8701 | 5.4% |
| francisco | 6823 | 4.2% |
| ny | 4715 | 2.9% |
| new | 4609 | 2.9% |
| york | 4572 | 2.8% |
| india | 2830 | 1.8% |
| tx | 2702 | 1.7% |
| Other values (1267) | 80556 |
Most occurring characters
| Value | Count | Frequency (%) |
| 98215 | 11.0% | |
| , | 72468 | 8.2% |
| a | 69382 | 7.8% |
| n | 63337 | 7.1% |
| e | 55820 | 6.3% |
| o | 47779 | 5.4% |
| A | 46957 | 5.3% |
| t | 37857 | 4.3% |
| i | 33675 | 3.8% |
| C | 33441 | 3.8% |
| Other values (49) | 329899 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 494333 | |
| Uppercase Letter | 223573 | |
| Space Separator | 98215 | 11.0% |
| Other Punctuation | 72537 | 8.2% |
| Dash Punctuation | 110 | < 0.1% |
| Open Punctuation | 31 | < 0.1% |
| Close Punctuation | 31 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 69382 | |
| n | 63337 | |
| e | 55820 | |
| o | 47779 | |
| t | 37857 | |
| i | 33675 | 6.8% |
| l | 30145 | 6.1% |
| r | 29899 | 6.0% |
| s | 20428 | 4.1% |
| d | 19875 | 4.0% |
| Other values (16) | 86136 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 46957 | |
| C | 33441 | |
| S | 25934 | |
| N | 14617 | 6.5% |
| W | 13619 | 6.1% |
| Y | 9558 | 4.3% |
| M | 8742 | 3.9% |
| F | 7882 | 3.5% |
| B | 6524 | 2.9% |
| T | 6189 | 2.8% |
| Other values (16) | 50110 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 72468 | |
| . | 67 | 0.1% |
| ' | 2 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 98215 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 110 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 31 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 31 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 717906 | |
| Common | 170924 | 19.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 69382 | 9.7% |
| n | 63337 | 8.8% |
| e | 55820 | 7.8% |
| o | 47779 | 6.7% |
| A | 46957 | 6.5% |
| t | 37857 | 5.3% |
| i | 33675 | 4.7% |
| C | 33441 | 4.7% |
| l | 30145 | 4.2% |
| r | 29899 | 4.2% |
| Other values (42) | 269614 |
Common
| Value | Count | Frequency (%) |
| 98215 | ||
| , | 72468 | |
| - | 110 | 0.1% |
| . | 67 | < 0.1% |
| ( | 31 | < 0.1% |
| ) | 31 | < 0.1% |
| ' | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 888830 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 98215 | 11.0% | |
| , | 72468 | 8.2% |
| a | 69382 | 7.8% |
| n | 63337 | 7.1% |
| e | 55820 | 6.3% |
| o | 47779 | 5.4% |
| A | 46957 | 5.3% |
| t | 37857 | 4.3% |
| i | 33675 | 3.8% |
| C | 33441 | 3.8% |
| Other values (49) | 329899 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.191053925 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 4614 |
| Zeros (%) | 7.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 489.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 20 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.437148272 |
|---|---|
| Coefficient of variation (CV) | 0.8951606174 |
| Kurtosis | 3.40735208 |
| Mean | 7.191053925 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.536440913 |
| Sum | 450462 |
| Variance | 41.43687787 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 6413 | 10.2% |
| 1 | 5937 | 9.5% |
| 4 | 5430 | 8.7% |
| 2 | 4683 | 7.5% |
| 0 | 4614 | 7.4% |
| 6 | 4555 | 7.3% |
| 5 | 4236 | 6.8% |
| 7 | 3768 | 6.0% |
| 9 | 2918 | 4.7% |
| 8 | 2796 | 4.5% |
| Other values (46) | 17292 |
| Value | Count | Frequency (%) |
| 0 | 4614 | |
| 1 | 5937 | |
| 2 | 4683 | |
| 3 | 6413 | |
| 4 | 5430 | |
| 5 | 4236 | |
| 6 | 4555 | |
| 7 | 3768 | |
| 8 | 2796 | |
| 9 | 2918 |
| Value | Count | Frequency (%) |
| 90 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 57 | 3 | |
| 53 | 2 | < 0.1% |
| 51 | 2 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 3 | |
| 48 | 5 | |
| 47 | 2 | < 0.1% |
| 46 | 1 | < 0.1% |
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7006162 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 16203 |
| Zeros (%) | 25.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 489.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.524030209 |
|---|---|
| Coefficient of variation (CV) | 1.304898567 |
| Kurtosis | 17.45339846 |
| Mean | 2.7006162 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.973821206 |
| Sum | 169172 |
| Variance | 12.41878891 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16203 | |
| 1 | 15545 | |
| 3 | 7821 | |
| 2 | 6885 | |
| 4 | 4667 | 7.5% |
| 6 | 2549 | 4.1% |
| 5 | 2467 | 3.9% |
| 7 | 1677 | 2.7% |
| 9 | 931 | 1.5% |
| 8 | 893 | 1.4% |
| Other values (34) | 3004 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 16203 | |
| 1 | 15545 | |
| 2 | 6885 | |
| 3 | 7821 | |
| 4 | 4667 | 7.5% |
| 5 | 2467 | 3.9% |
| 6 | 2549 | 4.1% |
| 7 | 1677 | 2.7% |
| 8 | 893 | 1.4% |
| 9 | 931 | 1.5% |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 47 | 1 | |
| 43 | 1 | |
| 42 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 2 | |
| 36 | 2 | |
| 35 | 2 | |
| 34 | 1 |
| Distinct | 3276 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 489.5 KiB |
| Full Stack | |
|---|---|
| Distributed Systems (Back-End) | |
| API Development (Back-End) | |
| ML / AI | |
| Web Development (Front-End) | |
| Other values (3271) |
Length
| Max length | 84 |
|---|---|
| Median length | 59 |
| Mean length | 15.5467418 |
| Min length | 0 |
Characters and Unicode
| Total characters | 973879 |
|---|---|
| Distinct characters | 80 |
| Distinct categories | 9 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 3 ? |
Unique
| Unique | 2378 ? |
|---|---|
| Unique (%) | 3.8% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| Full Stack | 11382 | |
| Distributed Systems (Back-End) | 10838 | |
| API Development (Back-End) | 6277 | 10.0% |
| ML / AI | 4204 | 6.7% |
| Web Development (Front-End) | 2971 | 4.7% |
| Product | 1791 | 2.9% |
| Data | 1580 | 2.5% |
| DevOps | 1573 | 2.5% |
| Security | 1197 | 1.9% |
| Networking | 1178 | 1.9% |
| Other values (3266) | 19651 |
Length
| Value | Count | Frequency (%) |
| back-end | 17131 | |
| full | 11388 | 8.5% |
| stack | 11388 | 8.5% |
| systems | 11130 | 8.3% |
| distributed | 10840 | 8.1% |
| development | 9426 | 7.1% |
| api | 6281 | 4.7% |
| 5270 | 3.9% | |
| ml | 4275 | 3.2% |
| ai | 4238 | 3.2% |
| Other values (1459) | 42121 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 77924 | 8.0% |
| 72275 | 7.4% | |
| t | 72224 | 7.4% |
| n | 48374 | 5.0% |
| i | 43041 | 4.4% |
| a | 42330 | 4.3% |
| s | 42010 | 4.3% |
| d | 40490 | 4.2% |
| l | 39734 | 4.1% |
| c | 38353 | 3.9% |
| Other values (70) | 457124 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 649243 | |
| Uppercase Letter | 179849 | 18.5% |
| Space Separator | 72276 | 7.4% |
| Open Punctuation | 23264 | 2.4% |
| Close Punctuation | 23263 | 2.4% |
| Dash Punctuation | 20162 | 2.1% |
| Other Punctuation | 4758 | 0.5% |
| Math Symbol | 990 | 0.1% |
| Decimal Number | 74 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 77924 | |
| t | 72224 | |
| n | 48374 | 7.5% |
| i | 43041 | 6.6% |
| a | 42330 | 6.5% |
| s | 42010 | 6.5% |
| d | 40490 | 6.2% |
| l | 39734 | 6.1% |
| c | 38353 | 5.9% |
| r | 30735 | 4.7% |
| Other values (17) | 174028 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 30330 | |
| D | 25856 | |
| E | 23818 | |
| B | 17496 | |
| F | 14724 | |
| A | 14513 | |
| I | 11653 | 6.5% |
| P | 9705 | 5.4% |
| M | 6255 | 3.5% |
| L | 4581 | 2.5% |
| Other values (17) | 20918 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 4449 | |
| , | 160 | 3.4% |
| & | 119 | 2.5% |
| . | 14 | 0.3% |
| ; | 5 | 0.1% |
| ? | 4 | 0.1% |
| # | 2 | < 0.1% |
| @ | 2 | < 0.1% |
| ' | 2 | < 0.1% |
| : | 1 | < 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 21 | |
| 2 | 18 | |
| 3 | 10 | |
| 6 | 9 | |
| 1 | 7 | 9.5% |
| 4 | 4 | 5.4% |
| 0 | 4 | 5.4% |
| 8 | 1 | 1.4% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 987 | |
| > | 2 | 0.2% |
| | | 1 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 72275 | ||
| 1 | < 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 23264 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 23263 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 20162 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 829092 | |
| Common | 144787 | 14.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 77924 | 9.4% |
| t | 72224 | 8.7% |
| n | 48374 | 5.8% |
| i | 43041 | 5.2% |
| a | 42330 | 5.1% |
| s | 42010 | 5.1% |
| d | 40490 | 4.9% |
| l | 39734 | 4.8% |
| c | 38353 | 4.6% |
| r | 30735 | 3.7% |
| Other values (44) | 353877 |
Common
| Value | Count | Frequency (%) |
| 72275 | ||
| ( | 23264 | 16.1% |
| ) | 23263 | 16.1% |
| - | 20162 | 13.9% |
| / | 4449 | 3.1% |
| + | 987 | 0.7% |
| , | 160 | 0.1% |
| & | 119 | 0.1% |
| 5 | 21 | < 0.1% |
| 2 | 18 | < 0.1% |
| Other values (16) | 69 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 973876 | |
| None | 2 | < 0.1% |
| Punctuation | 1 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 77924 | 8.0% |
| 72275 | 7.4% | |
| t | 72224 | 7.4% |
| n | 48374 | 5.0% |
| i | 43041 | 4.4% |
| a | 42330 | 4.3% |
| s | 42010 | 4.3% |
| d | 40490 | 4.2% |
| l | 39734 | 4.1% |
| c | 38353 | 3.9% |
| Other values (67) | 457121 |
None
| Value | Count | Frequency (%) |
| ł | 1 | |
| È | 1 |
Punctuation
| Value | Count | Frequency (%) |
| 1 |
basesalary
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 1263 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1798.144663 |
| Minimum | 0 |
|---|---|
| Maximum | 2057772 |
| Zeros | 2304 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 489.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 88 |
| median | 131 |
| Q3 | 181 |
| 95-th percentile | 270 |
| Maximum | 2057772 |
| Range | 2057772 |
| Interquartile range (IQR) | 93 |
Descriptive statistics
| Standard deviation | 19271.93695 |
|---|---|
| Coefficient of variation (CV) | 10.71767881 |
| Kurtosis | 2355.55225 |
| Mean | 1798.144663 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | 30.92064431 |
| Sum | 112639378 |
| Variance | 371407553.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2304 | 3.7% |
| 105 | 437 | 0.7% |
| 112 | 407 | 0.6% |
| 115 | 404 | 0.6% |
| 111 | 398 | 0.6% |
| 94 | 391 | 0.6% |
| 95 | 390 | 0.6% |
| 96 | 390 | 0.6% |
| 104 | 388 | 0.6% |
| 117 | 387 | 0.6% |
| Other values (1253) | 56746 |
| Value | Count | Frequency (%) |
| 0 | 2304 | |
| 1 | 1 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 17 | < 0.1% |
| 7 | 15 | < 0.1% |
| 8 | 24 | < 0.1% |
| 9 | 31 | < 0.1% |
| 10 | 49 | 0.1% |
| Value | Count | Frequency (%) |
| 2057772 | 1 | |
| 1098310 | 1 | |
| 560740 | 1 | |
| 556416 | 1 | |
| 537732 | 1 | |
| 535462 | 1 | |
| 451883 | 1 | |
| 368829 | 1 | |
| 358689 | 1 | |
| 357078 | 1 |
stockgrantvalue
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 1281 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1134.865202 |
| Minimum | 0 |
|---|---|
| Maximum | 3140803 |
| Zeros | 17181 |
| Zeros (%) | 27.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 489.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 23 |
| Q3 | 64 |
| 95-th percentile | 226 |
| Maximum | 3140803 |
| Range | 3140803 |
| Interquartile range (IQR) | 64 |
Descriptive statistics
| Standard deviation | 25206.11464 |
|---|---|
| Coefficient of variation (CV) | 22.21066836 |
| Kurtosis | 5985.821437 |
| Mean | 1134.865202 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 64.07966542 |
| Sum | 71090226 |
| Variance | 635348215.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17181 | |
| 6 | 759 | 1.2% |
| 15 | 731 | 1.2% |
| 4 | 722 | 1.2% |
| 3 | 715 | 1.1% |
| 13 | 702 | 1.1% |
| 10 | 701 | 1.1% |
| 14 | 700 | 1.1% |
| 7 | 687 | 1.1% |
| 5 | 677 | 1.1% |
| Other values (1271) | 39067 |
| Value | Count | Frequency (%) |
| 0 | 17181 | |
| 1 | 501 | 0.8% |
| 2 | 453 | 0.7% |
| 3 | 715 | 1.1% |
| 4 | 722 | 1.2% |
| 5 | 677 | 1.1% |
| 6 | 759 | 1.2% |
| 7 | 687 | 1.1% |
| 8 | 567 | 0.9% |
| 9 | 665 | 1.1% |
| Value | Count | Frequency (%) |
| 3140803 | 1 | |
| 2296728 | 1 | |
| 1860458 | 1 | |
| 1581036 | 1 | |
| 1076085 | 1 | |
| 1055359 | 1 | |
| 998780 | 1 | |
| 952489 | 1 | |
| 907808 | 1 | |
| 872514 | 1 |
| Distinct | 812 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 242.3171993 |
| Minimum | 0 |
|---|---|
| Maximum | 384026 |
| Zeros | 15427 |
| Zeros (%) | 24.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 489.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 13 |
| Q3 | 27 |
| 95-th percentile | 67 |
| Maximum | 384026 |
| Range | 384026 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 3709.187697 |
|---|---|
| Coefficient of variation (CV) | 15.30715817 |
| Kurtosis | 2422.19552 |
| Mean | 242.3171993 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 36.90025253 |
| Sum | 15179234 |
| Variance | 13758073.37 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15427 | |
| 15 | 1589 | 2.5% |
| 10 | 1532 | 2.4% |
| 12 | 1515 | 2.4% |
| 14 | 1492 | 2.4% |
| 7 | 1487 | 2.4% |
| 13 | 1483 | 2.4% |
| 11 | 1480 | 2.4% |
| 9 | 1461 | 2.3% |
| 6 | 1456 | 2.3% |
| Other values (802) | 33720 |
| Value | Count | Frequency (%) |
| 0 | 15427 | |
| 1 | 864 | 1.4% |
| 2 | 748 | 1.2% |
| 3 | 1253 | 2.0% |
| 4 | 1123 | 1.8% |
| 5 | 1301 | 2.1% |
| 6 | 1456 | 2.3% |
| 7 | 1487 | 2.4% |
| 8 | 1316 | 2.1% |
| 9 | 1461 | 2.3% |
| Value | Count | Frequency (%) |
| 384026 | 1 | |
| 180704 | 1 | |
| 158966 | 1 | |
| 158458 | 1 | |
| 153649 | 1 | |
| 151540 | 1 | |
| 147308 | 1 | |
| 140752 | 1 | |
| 130713 | 1 | |
| 116638 | 1 |
gender
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.5 KiB |
| Male | |
|---|---|
| Female | |
| Other | 400 |
| Title: Senior Software Engineer | 1 |
Length
| Max length | 31 |
|---|---|
| Median length | 4 |
| Mean length | 2.982551643 |
| Min length | 0 |
Characters and Unicode
| Total characters | 186833 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| Male | 35702 | |
| 19540 | ||
| Female | 6999 | 11.2% |
| Other | 400 | 0.6% |
| Title: Senior Software Engineer | 1 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| male | 35702 | |
| female | 6999 | 16.2% |
| other | 400 | 0.9% |
| title | 1 | < 0.1% |
| senior | 1 | < 0.1% |
| software | 1 | < 0.1% |
| engineer | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 50105 | |
| l | 42702 | |
| a | 42702 | |
| M | 35702 | |
| F | 6999 | 3.7% |
| m | 6999 | 3.7% |
| r | 403 | 0.2% |
| t | 402 | 0.2% |
| h | 400 | 0.2% |
| O | 400 | 0.2% |
| Other values (11) | 19 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 143724 | |
| Uppercase Letter | 43105 | 23.1% |
| Space Separator | 3 | < 0.1% |
| Other Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 50105 | |
| l | 42702 | |
| a | 42702 | |
| m | 6999 | 4.9% |
| r | 403 | 0.3% |
| t | 402 | 0.3% |
| h | 400 | 0.3% |
| i | 3 | < 0.1% |
| n | 3 | < 0.1% |
| o | 2 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 35702 | |
| F | 6999 | 16.2% |
| O | 400 | 0.9% |
| S | 2 | < 0.1% |
| E | 1 | < 0.1% |
| T | 1 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 3 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 186829 | |
| Common | 4 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 50105 | |
| l | 42702 | |
| a | 42702 | |
| M | 35702 | |
| F | 6999 | 3.7% |
| m | 6999 | 3.7% |
| r | 403 | 0.2% |
| t | 402 | 0.2% |
| h | 400 | 0.2% |
| O | 400 | 0.2% |
| Other values (9) | 15 | < 0.1% |
Common
| Value | Count | Frequency (%) |
| 3 | ||
| : | 1 | 25.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 186833 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 50105 | |
| l | 42702 | |
| a | 42702 | |
| M | 35702 | |
| F | 6999 | 3.7% |
| m | 6999 | 3.7% |
| r | 403 | 0.2% |
| t | 402 | 0.2% |
| h | 400 | 0.2% |
| O | 400 | 0.2% |
| Other values (11) | 19 | < 0.1% |
| Distinct | 40133 |
|---|---|
| Distinct (%) | 64.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 489.5 KiB |
| freaun | 2 |
|---|---|
| braiock | 2 |
| schnuolls | 2 |
| twauesly | 2 |
| Other values (40128) |
Length
| Max length | 130 |
|---|---|
| Median length | 109 |
| Mean length | 37.61950449 |
| Min length | 0 |
Characters and Unicode
| Total characters | 2356561 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 40125 ? |
|---|---|
| Unique (%) | 64.1% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 22503 | ||
| freaun | 2 | < 0.1% |
| braiock | 2 | < 0.1% |
| schnuolls | 2 | < 0.1% |
| twauesly | 2 | < 0.1% |
| whuott | 2 | < 0.1% |
| noilly | 2 | < 0.1% |
| cyclieuns | 2 | < 0.1% |
| glaarn qef spraak pleosk chielt shruith thiudly mcgian srieuk sziogh keedy | 1 | < 0.1% |
| mccoomp physieusts gritt kwiads froary swiesm kleirst daap hypeetch dynaiarty tadly | 1 | < 0.1% |
| Other values (40123) | 40123 |
Length
| Value | Count | Frequency (%) |
| prioucts | 8 | < 0.1% |
| mcnaiards | 8 | < 0.1% |
| theauny | 8 | < 0.1% |
| hyiump | 7 | < 0.1% |
| mcfaiats | 7 | < 0.1% |
| bleady | 7 | < 0.1% |
| pliurds | 7 | < 0.1% |
| meesly | 7 | < 0.1% |
| vuids | 6 | < 0.1% |
| czihn | 6 | < 0.1% |
| Other values (219162) | 321111 |
Most occurring characters
| Value | Count | Frequency (%) |
| 281043 | 11.9% | |
| s | 204363 | 8.7% |
| i | 157021 | 6.7% |
| a | 156293 | 6.6% |
| c | 135613 | 5.8% |
| r | 134123 | 5.7% |
| e | 131501 | 5.6% |
| o | 123409 | 5.2% |
| u | 115832 | 4.9% |
| h | 113294 | 4.8% |
| Other values (17) | 804069 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2075518 | |
| Space Separator | 281043 | 11.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 204363 | 9.8% |
| i | 157021 | 7.6% |
| a | 156293 | 7.5% |
| c | 135613 | 6.5% |
| r | 134123 | 6.5% |
| e | 131501 | 6.3% |
| o | 123409 | 5.9% |
| u | 115832 | 5.6% |
| h | 113294 | 5.5% |
| t | 113211 | 5.5% |
| Other values (16) | 690858 |
Space Separator
| Value | Count | Frequency (%) |
| 281043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2075518 | |
| Common | 281043 | 11.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 204363 | 9.8% |
| i | 157021 | 7.6% |
| a | 156293 | 7.5% |
| c | 135613 | 6.5% |
| r | 134123 | 6.5% |
| e | 131501 | 6.3% |
| o | 123409 | 5.9% |
| u | 115832 | 5.6% |
| h | 113294 | 5.5% |
| t | 113211 | 5.5% |
| Other values (16) | 690858 |
Common
| Value | Count | Frequency (%) |
| 281043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2356561 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 281043 | 11.9% | |
| s | 204363 | 8.7% |
| i | 157021 | 6.7% |
| a | 156293 | 6.6% |
| c | 135613 | 5.8% |
| r | 134123 | 5.7% |
| e | 131501 | 5.6% |
| o | 123409 | 5.2% |
| u | 115832 | 4.9% |
| h | 113294 | 4.8% |
| Other values (17) | 804069 |
cityid
Real number (ℝ≥0)
| Distinct | 1045 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9856.201989 |
| Minimum | 0 |
|---|---|
| Maximum | 47926 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 489.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3663 |
| Q1 | 7369 |
| median | 7839 |
| Q3 | 11521 |
| 95-th percentile | 15555 |
| Maximum | 47926 |
| Range | 47926 |
| Interquartile range (IQR) | 4152 |
Descriptive statistics
| Standard deviation | 6679.104563 |
|---|---|
| Coefficient of variation (CV) | 0.6776550004 |
| Kurtosis | 16.79525351 |
| Mean | 9856.201989 |
| Median Absolute Deviation (MAD) | 2343 |
| Skewness | 3.809126395 |
| Sum | 617412205 |
| Variance | 44610437.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11527 | 8701 | 13.9% |
| 7419 | 6796 | 10.8% |
| 10182 | 4562 | 7.3% |
| 11521 | 2649 | 4.2% |
| 7322 | 2275 | 3.6% |
| 7472 | 2246 | 3.6% |
| 7422 | 2047 | 3.3% |
| 10965 | 1527 | 2.4% |
| 7300 | 1440 | 2.3% |
| 7158 | 1431 | 2.3% |
| Other values (1035) | 28968 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 1153 | 5 | < 0.1% |
| 1180 | 101 | 0.2% |
| 1182 | 124 | 0.2% |
| 1205 | 9 | < 0.1% |
| 1206 | 742 | |
| 1211 | 8 | < 0.1% |
| 1221 | 3 | < 0.1% |
| 1222 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 47926 | 406 | |
| 47913 | 6 | < 0.1% |
| 47618 | 2 | < 0.1% |
| 42909 | 5 | < 0.1% |
| 42903 | 10 | < 0.1% |
| 42896 | 4 | < 0.1% |
| 42877 | 10 | < 0.1% |
| 42761 | 3 | < 0.1% |
| 42631 | 88 | 0.1% |
| 42624 | 1 | < 0.1% |
| Distinct | 150 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 127.7 KiB |
| 807 | |
|---|---|
| 819 | |
| 0 | |
| 501 | |
| 506 | 1773 |
| Other values (145) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.686184988 |
| Min length | 0 |
Characters and Unicode
| Total characters | 168268 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 26 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 807 |
|---|---|
| 2nd row | 807 |
| 3rd row | 819 |
| 4th row | 819 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 807 | 20400 | |
| 819 | 12343 | |
| 0 | 9826 | |
| 501 | 5156 | 8.2% |
| 506 | 1773 | 2.8% |
| 635 | 1556 | 2.5% |
| 511 | 1374 | 2.2% |
| 803 | 1342 | 2.1% |
| 825 | 854 | 1.4% |
| 602 | 843 | 1.3% |
| Other values (140) | 7175 | 11.5% |
Length
| Value | Count | Frequency (%) |
| 807 | 20400 | |
| 819 | 12343 | |
| 0 | 9826 | |
| 501 | 5156 | 8.2% |
| 506 | 1773 | 2.8% |
| 635 | 1556 | 2.5% |
| 511 | 1374 | 2.2% |
| 803 | 1342 | 2.1% |
| 825 | 854 | 1.4% |
| 602 | 843 | 1.3% |
| Other values (139) | 7173 | 11.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41568 | |
| 8 | 36508 | |
| 7 | 22393 | |
| 1 | 22051 | |
| 5 | 15336 | 9.1% |
| 9 | 12800 | 7.6% |
| 6 | 7274 | 4.3% |
| 3 | 4777 | 2.8% |
| 2 | 4338 | 2.6% |
| 4 | 1223 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 168268 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 41568 | |
| 8 | 36508 | |
| 7 | 22393 | |
| 1 | 22051 | |
| 5 | 15336 | 9.1% |
| 9 | 12800 | 7.6% |
| 6 | 7274 | 4.3% |
| 3 | 4777 | 2.8% |
| 2 | 4338 | 2.6% |
| 4 | 1223 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 168268 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 41568 | |
| 8 | 36508 | |
| 7 | 22393 | |
| 1 | 22051 | |
| 5 | 15336 | 9.1% |
| 9 | 12800 | 7.6% |
| 6 | 7274 | 4.3% |
| 3 | 4777 | 2.8% |
| 2 | 4338 | 2.6% |
| 4 | 1223 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 168268 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 41568 | |
| 8 | 36508 | |
| 7 | 22393 | |
| 1 | 22051 | |
| 5 | 15336 | 9.1% |
| 9 | 12800 | 7.6% |
| 6 | 7274 | 4.3% |
| 3 | 4777 | 2.8% |
| 2 | 4338 | 2.6% |
| 4 | 1223 | 0.7% |
| Distinct | 62642 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41694.72373 |
| Minimum | 1 |
|---|---|
| Maximum | 83875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 489.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3629.1 |
| Q1 | 20069.25 |
| median | 42019 |
| Q3 | 63021.75 |
| 95-th percentile | 79529.95 |
| Maximum | 83875 |
| Range | 83874 |
| Interquartile range (IQR) | 42952.5 |
Descriptive statistics
| Standard deviation | 24488.86588 |
|---|---|
| Coefficient of variation (CV) | 0.587337286 |
| Kurtosis | -1.225414232 |
| Mean | 41694.72373 |
| Median Absolute Deviation (MAD) | 21449.5 |
| Skewness | -0.01475390822 |
| Sum | 2611840884 |
| Variance | 599704552 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 56189 | 1 | < 0.1% |
| 56191 | 1 | < 0.1% |
| 56192 | 1 | < 0.1% |
| 56194 | 1 | < 0.1% |
| 56195 | 1 | < 0.1% |
| 56196 | 1 | < 0.1% |
| 56197 | 1 | < 0.1% |
| 56198 | 1 | < 0.1% |
| 56199 | 1 | < 0.1% |
| Other values (62632) | 62632 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 |
| Value | Count | Frequency (%) |
| 83875 | 1 | |
| 83874 | 1 | |
| 83872 | 1 | |
| 83871 | 1 | |
| 83870 | 1 | |
| 83867 | 1 | |
| 83865 | 1 | |
| 83863 | 1 | |
| 83861 | 1 | |
| 83858 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| timestamp | company | level | title | totalyearlycompensation | location | yearsofexperience | yearsatcompany | tag | basesalary | stockgrantvalue | bonus | gender | otherdetails | cityid | dmaid | rowNumber | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2017-06-07 11:33:27 | Oracle | L3 | Product Manager | 186 | Redwood City, CA | 1 | 1 | 160 | 17 | 9 | 7392 | 807 | 1 | |||
| 1 | 2017-06-10 17:11:29 | eBay | SE 2 | Software Engineer | 0 | San Francisco, CA | 3 | 4 | 0 | 0 | 0 | 7419 | 807 | 2 | |||
| 2 | 2017-06-11 14:53:57 | Amazon | L7 | Product Manager | 126 | Seattle, WA | 10 | 0 | 126 | 0 | 0 | 11527 | 819 | 3 | |||
| 3 | 2017-06-14 21:22:25 | Microsoft | 64 | Software Engineering Manager | 171348 | Redmond, WA | 13 | 13 | 92799 | 55371 | 23178 | 11521 | 819 | 5 | |||
| 4 | 2017-06-16 10:44:01 | Amazon | L5 | Software Engineer | 214175 | Vancouver, BC, Canada | 13 | 1 | 156335 | 0 | 57840 | 1320 | 0 | 6 | |||
| 5 | 2017-06-17 00:23:14 | Apple | M1 | Software Engineering Manager | 423 | Sunnyvale, CA | 6 | 6 | 157 | 219 | 47 | 7472 | 807 | 7 | |||
| 6 | 2017-06-20 10:58:51 | Microsoft | 60 | Software Engineer | 0 | Mountain View, CA | 7 | 2 | 0 | 0 | 0 | 7322 | 807 | 9 | |||
| 7 | 2017-06-20 18:49:59 | Amazon | L5 | Software Engineer | 153939 | Seattle, WA | 3 | 3 | 101828 | 52111 | 0 | 11527 | 819 | 10 | |||
| 8 | 2017-06-21 17:27:47 | Microsoft | 63 | Software Engineer | 0 | Seattle, WA | 7 | 11 | 0 | 0 | 0 | 11527 | 819 | 11 | |||
| 9 | 2017-06-22 12:37:51 | Microsoft | 65 | Software Engineering Manager | 302 | Redmond, WA | 16 | 13 | 192 | 61 | 49 | 11521 | 819 | 12 |
Last rows
| timestamp | company | level | title | totalyearlycompensation | location | yearsofexperience | yearsatcompany | tag | basesalary | stockgrantvalue | bonus | gender | otherdetails | cityid | dmaid | rowNumber | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 62632 | 2021-08-17 05:57:34 | Refinitiv | N/A | Product Manager | 125 | New York, NY | 4 | 3 | Product | 97 | 0 | 28 | schwocy prieurn | 10182 | 501 | 83858 | |
| 62633 | 2021-08-17 06:47:07 | NCR | 10 | Software Engineer | 113 | Atlanta, GA | 3 | 2 | Full Stack | 113 | 0 | 0 | Male | leerf suorth kroesch vaapt hypiups symbioub hypuny saiong physiosts dynaiads sciil scroably treagy fiaold | 7839 | 524 | 83861 |
| 62634 | 2021-08-17 07:15:05 | Deloitte | Manager | Product Manager | 230 | Washington, DC | 5 | 0 | Product | 190 | 0 | 40 | dweiass plaany typuatts schriiks spriell swoals syniefy mcgeauv claury graond preath dynuentz slauecks | 40303 | 511 | 83863 | |
| 62635 | 2021-08-17 07:50:25 | Raytheon Technologies | P2 | Software Engineer | 125 | Portsmouth, RI | 4 | 2 | Distributed Systems (Back-End) | 122 | 0 | 3 | Male | szes skauns frairt struisly krauerr pfurf bloold bluesh sqiofy | 35382 | 521 | 83865 |
| 62636 | 2021-08-17 07:55:47 | AT&T | Principal | Data Scientist | 229 | Atlanta, GA | 7 | 4 | general | 214 | 0 | 15 | keuny twiintz scriitt scoiaz rhaub soob wheiapp spof xeult schotz | 7839 | 524 | 83867 | |
| 62637 | 2021-08-17 08:16:36 | Amazon | L6 | Product Manager | 272 | Seattle, WA | 7 | 0 | Analytic | 176 | 51 | 45 | Female | scrielt schwists fuech xauem typaiarty siids qiaongs throiak dynound twaiarty hypeuld | 11527 | 819 | 83870 |
| 62638 | 2021-08-17 08:22:17 | Fidelity Investments | L3 | Software Engineer | 50 | Durham, NC | 0 | 0 | Full Stack | 43 | 0 | 7 | Male | pauss jiusts liaop rhiitts proing smiodly spluiel clids spiun knaiarth cycleorn theops | 9606 | 560 | 83871 |
| 62639 | 2021-08-17 08:24:56 | Cisco | Grade 8 | Software Engineer | 200 | San Jose, CA | 3 | 6 | Networking | 179 | 7 | 14 | Male | triasm froidy peusk juieck skaorr | 7422 | 807 | 83872 |
| 62640 | 2021-08-17 08:26:21 | HSBC | GCB5 | Software Engineer | 86 | New York, NY | 10 | 5 | Full Stack | 72 | 0 | 14 | hypoiarly khoiarts krol sqierg | 10182 | 501 | 83874 | |
| 62641 | 2021-08-17 08:28:57 | Adobe | Software Engineer 5 | Product Designer | 382 | San Francisco, CA | 7 | 0 | User Experience (UX) | 230 | 139 | 13 | Male | fluingly toasly croesm fiuk gniosk khaiarts strucy | 7419 | 807 | 83875 |